{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mapping vehicles with `solaris` and the `cowc` dataset\n",
    "\n",
    "`solaris` can assist with tasks beyond foundational mapping. Here, we'll go through a full exercise of preprocessing the Cars Overhead With Context (`cowc`) dataset, training a segmentation model with `solaris`, mapping vehicles in a previously unseen test city, and finally scoring our results.\n",
    "\n",
    "\n",
    "Let's start with downloading our data.  The `cowc` dataset can be [downloaded here.](ftp://gdo152.ucllnl.org/cowc/datasets/ground_truth_sets/)  Save it to a location where you will be able to preprocess the data and enable your GPU to find it.\n",
    "\n",
    "Once all the data in the `ground_truth_sets/` directory is downloaded, we'll import our packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import solaris as sol\n",
    "import os\n",
    "import glob\n",
    "import gdal\n",
    "from tqdm import tqdm\n",
    "import cv2\n",
    "import shutil\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from skimage.morphology import square, dilation\n",
    "from matplotlib import pyplot as plt\n",
    "from solaris.eval.iou import calculate_iou\n",
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Specify our directories for pre processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "root= \".../cowc/datasets/ground_truth_sets/\"  ##cowc ground_truth_sets location after download\n",
    "masks_out= \".../cowc/masks\" ##output location for your masks for training\n",
    "images_out= \".../cowc/tiles\" ##output location for your tiled images for testing\n",
    "masks_test_out= \".../cowc/masks_test\" ##output location for your masks for testing\n",
    "images_test_out= \".../cowc/tiles_test\" ##output location for your tiled images for testing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize a tiling function\n",
    "Below is a function for tiling, solaris presently does not handle non-georeferenced pngs, but will in the future.  This is a hold-over function until then."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def geo_tile(untiled_image_dir, tiles_out_dir, tile_size=544,\n",
    "             overlap=0.2, search=\".png\",Output_Channels=[1,2,3]):\n",
    "    \"\"\"Function to tile a set of images into smaller square chunks with embedded georeferencing info\n",
    "    allowing an end user to specify the size of the tile, the overlap of each tile, and when to discard\n",
    "    a tile if it contains blank data.\n",
    "    Arguments\n",
    "    ---------\n",
    "    untiled_image_dir : str\n",
    "        Directory containing full or partial image strips that are untiled.\n",
    "        Imagery must be georeferenced.\n",
    "    tiles_out_dir : str\n",
    "        Output directory for tiled imagery.\n",
    "    tile_size : int\n",
    "        Extent of each tile in both X and Y directions in units of pixels.\n",
    "        Defaults to ``544`` .\n",
    "    overlap : float\n",
    "        The amount of overlap of each tile in float format.  Should range between 0 and <1.\n",
    "        Defaults to ``0.2`` .\n",
    "    search : str\n",
    "        A string with a wildcard to search for files by type\n",
    "        Defaults to \".png\"\n",
    "    Output_Channels : list\n",
    "        A list of the number of channels to output, 1 indexed.\n",
    "        Defaults to ``[1,2,3]`` .\n",
    "    Returns\n",
    "    -------\n",
    "    Tiled imagery directly output to the tiles_out_dir\n",
    "    \"\"\"\n",
    "    if not os.path.exists(tiles_out_dir):\n",
    "        os.makedirs(tiles_out_dir)\n",
    "\n",
    "    os.chdir(untiled_image_dir)\n",
    "    search2 = \"*\" + search\n",
    "    images = glob.glob(search2)\n",
    "    tile_size = int(tile_size)\n",
    "\n",
    "    for stackclip in images:\n",
    "        print(stackclip)\n",
    "        interp = gdal.Open(os.path.abspath(stackclip))\n",
    "        width = int(interp.RasterXSize)\n",
    "        height = int(interp.RasterYSize)\n",
    "        count = 0\n",
    "        for i in range(0, width, int(tile_size * (1 - overlap))):\n",
    "            for j in range(0, height, int(tile_size * (1 - overlap))):\n",
    "                Chip = [i, j, tile_size, tile_size]\n",
    "                count += 1\n",
    "                Tileout = tiles_out_dir + \"/\" + \\\n",
    "                    stackclip.split(search)[0] + \"_tile_\" + str(count) + \".tif\"\n",
    "                output = gdal.Translate(Tileout, stackclip, srcWin=Chip, bandList=Output_Channels)\n",
    "                del output\n",
    "    print(\"Done\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Orgainze our data\n",
    "The `cowc` dataset is a bit cluttered to start, some reogranization helps us down the road for smoother pre-processing of the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(root)\n",
    "dirs=glob.glob(\"*/\")\n",
    "\n",
    "for directory in dirs:\n",
    "    os.chdir(directory)\n",
    "    if not os.path.exists(\"Images\"):\n",
    "        os.makedirs(\"Images\")\n",
    "        os.makedirs(\"Masks\")\n",
    "        os.makedirs(\"Extras\")\n",
    "    xcfs=glob.glob(\"*.xcf\")\n",
    "    txts=glob.glob(\"*.txt\")\n",
    "    os.chdir(\"Images\")\n",
    "    negatives=glob.glob(\"*Negatives.png\")\n",
    "    masks=glob.glob(\"*Annotated_Cars.png\")\n",
    "    for xcf in xcfs:\n",
    "        shutil.move(xcf,os.path.join(root,directory,\"Extras\",xcf))\n",
    "    for txt in txts:\n",
    "        shutil.move(txt,os.path.join(root,directory,\"Extras\",txt))\n",
    "    for negative in negatives:\n",
    "        shutil.move(negative,os.path.join(root,directory,\"Extras\",negative))\n",
    "    for mask in masks:\n",
    "        shutil.move(mask,os.path.join(root,directory,\"Masks\",mask))\n",
    "    images=glob.glob(\"*.png\")\n",
    "    for image in images:\n",
    "        shutil.move(image,os.path.join(root,directory,\"Images\",image))\n",
    "    os.chdir(root)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tile our masks and convert them to GeoTiffs\n",
    "Presently `solaris` works with GeoTiffs exclusively, so converting pngs into this tifs is required to start.  Furthermore tiling is required to feed our neural network. We will tile our masks and images sequentially, this process may take some time depending on your compute resources."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for directory in dirs:\n",
    "    if directory != \"Utah_AGRC\":\n",
    "        directory = os.path.join(root,directory,\"Masks\")\n",
    "        print(directory)\n",
    "        geo_tile(directory, masks_out, tile_size=512, overlap=0.1,search=\"*.png\",Output_Channels=[1])\n",
    "    else:\n",
    "        directory = os.path.join(root,directory,\"Masks\")\n",
    "        print(directory)\n",
    "        geo_tile(directory, masks_out, tile_size=512, overlap=0,search=\"*.png\",Output_Channels=[1]) #No overlap for testing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for directory in dirs:\n",
    "    if directory != \"Utah_AGRC\":\n",
    "        directory = os.path.join(root,directory,\"Images\")\n",
    "        print(directory)\n",
    "        geo_tile(directory, images_out, tile_size=512, overlap=0.1,search=\"*.png\",Output_Channels=[1,2,3])\n",
    "    else:\n",
    "        directory = os.path.join(root,directory,\"Images\")\n",
    "        print(directory)\n",
    "        geo_tile(directory, images_out, tile_size=512, overlap=0,search=\"*.png\",Output_Channels=[1,2,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dialate our masks to increase the size of our labels\n",
    "Here we will perform a [simple morphological dialation filter](https://scikit-image.org/docs/dev/auto_examples/applications/plot_morphology.html#dilation) to increase our label size.  This will make our masks large enough for our neural network to detect, but not large enough so they start to overlap one another when cars are located in close proximity to one another."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver = gdal.GetDriverByName(\"GTiff\")\n",
    "os.chdir(masks_out)\n",
    "images=glob.glob(\"*.tif\")\n",
    "for image in tqdm(images):\n",
    "    band=gdal.Open(image)\n",
    "    band = band.ReadAsArray()\n",
    "    band=dilation(band, square(9))\n",
    "    im_out = driver.Create(image,band.shape[1],band.shape[0],1,gdal.GDT_Byte)\n",
    "    im_out.GetRasterBand(1).WriteArray(band)\n",
    "    del im_out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate some basic statistics for z-scoring (normalizing) our imagery\n",
    "[Z-scoring](https://www.statisticshowto.datasciencecentral.com/probability-and-statistics/z-score/) and normalizing our imagery can help to standardize it, improve generalizability, and potentially the transferability of a model to another location. It also helps to soften overly bright or dark areas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "M1=[]\n",
    "M2=[]\n",
    "M3=[]\n",
    "S1=[]\n",
    "S2=[]\n",
    "S3=[]\n",
    "driver = gdal.GetDriverByName(\"GTiff\")\n",
    "os.chdir(images_out)\n",
    "images=glob.glob(\"*.tif\")\n",
    "for image in images:\n",
    "    band=gdal.Open(image).ReadAsArray()\n",
    "    M1.append(np.mean(band[0,:,:]))\n",
    "    M2.append(np.mean(band[1,:,:]))\n",
    "    M3.append(np.mean(band[2,:,:]))\n",
    "    S1.append(np.std(band[0,:,:]))\n",
    "    S2.append(np.std(band[1,:,:]))\n",
    "    S3.append(np.std(band[2,:,:]))\n",
    "\n",
    "print(\"Save these numbers for your solaris.yml file for training and z-scoring (normalizing) your imagery\")\n",
    "print(np.mean(M1)/255)\n",
    "print(np.mean(M2)/255)\n",
    "print(np.mean(M3)/255)\n",
    "print(np.mean(S1)/255)\n",
    "print(np.mean(S2)/255)\n",
    "print(np.mean(S3)/255)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hold out a city for testing\n",
    "Here we hold out Salt Lake City, Utah as a test city, and do some simple data reogranization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists(images_test_out):\n",
    "        os.makedirs(images_test_out)\n",
    "os.chdir(images_out)\n",
    "images = glob.glob(\"12TVL*\")\n",
    "for image in tqdm(images):\n",
    "    output = os.path.join(images_test_out,image)\n",
    "    shutil.move(image, output)\n",
    "\n",
    "if not os.path.exists(masks_test_out):\n",
    "        os.makedirs(masks_test_out)\n",
    "os.chdir(masks_out)\n",
    "images = glob.glob(\"12TVL*\")\n",
    "for image in tqdm(images):\n",
    "    output = os.path.join(masks_test_out,image)\n",
    "    shutil.move(image, output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Review some of our masks and images\n",
    "We can now review some our masks and images, you can change the integer value in the filename to see different tiles easily."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = os.path.join(images_test_out,\"12TVL240120_tile_518.tif\")\n",
    "mask = os.path.join(masks_test_out,\"12TVL240120_Annotated_Cars_tile_518.tif\")\n",
    "image = gdal.Open(image).ReadAsArray()\n",
    "mask = gdal.Open(mask).ReadAsArray()\n",
    "\n",
    "fig, ax = plt.subplots(ncols=2, figsize=(10, 5))\n",
    "ax[0].imshow(np.moveaxis(image,0,2))\n",
    "ax[0].set_title('Image')\n",
    "ax[1].imshow(mask)\n",
    "ax[1].set_title('Mask')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a csv file that lists our images and our masks for training and testing\n",
    "`solaris` requires our images and masks to be organized coherently and documents where each image is in a tabular csv format.  These csvs will be linked to in our yml file and can then be used to read in the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "images = []\n",
    "image_folder=images_out\n",
    "label_folder=masks_out\n",
    "os.chdir(label_folder)\n",
    "labels=glob.glob(\"*.tif\")\n",
    "for x in labels:\n",
    "    z = x.split('_Annotated_Cars')[0] + x.split('_Annotated_Cars')[1]\n",
    "    os.chdir(image_folder)\n",
    "    image=glob.glob(z)\n",
    "    if len(image) != 1:\n",
    "        os.chdir(label_folder)\n",
    "        os.remove(x)        \n",
    "    else:\n",
    "        images.append(image[0])\n",
    "        \n",
    "for image, label in zip(images,labels):\n",
    "    image = os.path.join(image_folder,image)\n",
    "    label = os.path.join(label_folder,label)\n",
    "    data.append((image, label))\n",
    "\n",
    "df = pd.DataFrame(data, columns=['image', 'label'])\n",
    "df.to_csv(os.path.join(root,\"train_data_cowc2.csv\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = []\n",
    "images = []\n",
    "image_folder=images_test_out\n",
    "label_folder=masks_test_out\n",
    "os.chdir(label_folder)\n",
    "labels=glob.glob(\"*.tif\")\n",
    "for x in labels:\n",
    "    z = x.split('_Annotated_Cars')[0] + x.split('_Annotated_Cars')[1]\n",
    "    os.chdir(image_folder)\n",
    "    image=glob.glob(z)\n",
    "    if len(image) != 1:\n",
    "        os.chdir(label_folder)\n",
    "        os.remove(x)        \n",
    "    else:\n",
    "        images.append(image[0])\n",
    "        \n",
    "for image, label in zip(images,labels):\n",
    "    image = os.path.join(image_folder,image)\n",
    "    label = os.path.join(label_folder,label)\n",
    "    data.append((image, label))\n",
    "\n",
    "df = pd.DataFrame(data, columns=['image', 'label'])\n",
    "df.to_csv(os.path.join(root,\"test_data_cowc2.csv\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Edit your .yml file and begin training your model\n",
    "An [example yml file is provided here](https://github.com/jshermeyer/solaris_cowc/blob/master/xdxd_vehicleDetection.yml). Be sure the train paramenter is set to `True`.  Furthermore, be sure to pass the paths to your csvs that you just created into the `training_data_csv` and `inference_data_csv` prompts.  Optionally you may want to alter the `batch_size` or `val_holdout_frac` which is the fraction of images randomly sampled out of your training set to help your model learn as it trains.  Also ensure that your `Normalize` values are correct.\n",
    "\n",
    "When you're ready, set the path you your modified yml file and run the prompt below.  Training time can take multiple hours."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = sol.utils.config.parse('/path/to/yml/xdxd_vehicleDetection.yml')\n",
    "trainer = sol.nets.train.Trainer(config)\n",
    "trainer.train()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Time to inference\n",
    "Be sure to edit your yml to enable infer mode and then we can start inferencing to find the vehicles in Salt Lake City."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "inf_df = sol.nets.infer.get_infer_df(config)\n",
    "inferer = sol.nets.infer.Inferer(config)\n",
    "inferer(inf_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Specify our directories for post-processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "inference_output=\".../cowc/inference_out\"  ## The location that you output inference results to as specified in your yml.\n",
    "inference_output_bin=\".../cowc/inference_out_binary\"  ## A location to store binarized outputs\n",
    "inference_polygon_dir=\".../cowc/inference_polys\" ## Outputs polygonized\n",
    "ground_truth_polygon_dir=\".../cowc/ground_truth_polys\" ## Ground Truth Outputs polygonized"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Post-processing- binarize our masks and convert them to polygons\n",
    "Here we will binarize our outputs and convert a mask to a 1/0 value for car/no car.  Following this we will convert the masks to polygons.  You may want to adjust the cutoff value for binarization based on your own experiments or change this if you chose not to z-score your imagery."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from solaris.vector.mask import mask_to_poly_geojson\n",
    "driver = gdal.GetDriverByName(\"GTiff\")\n",
    "\n",
    "os.chdir(inference_output_bin)\n",
    "images=glob.glob(\"*.tif\")\n",
    "for image in tqdm(images):\n",
    "    band=gdal.Open(image)\n",
    "    band = band.ReadAsArray()\n",
    "    band[np.where((band > 0))] = 1  ### Note that these values may be model specific and change slightly due to reimplementations.  For simplicity I threshold at 0.\n",
    "    band[np.where((band <= 0))] = 0\n",
    "    im_out = driver.Create(os.path.join(inference_output_bin,image),band.shape[1],band.shape[0],1,gdal.GDT_Byte)\n",
    "    im_out.GetRasterBand(1).WriteArray(band)\n",
    "    del im_out\n",
    "    output=os.path.join(inference_polygon_dir,image.split(\".\")[0]+\".geojson\") \n",
    "    gdf=mask_to_poly_geojson(band,reference_im=os.path.join(images_test_out,image),min_area=1,simplify=True)\n",
    "    if not gdf.empty:\n",
    "        gdf.to_file(output, driver='GeoJSON')\n",
    "        \n",
    "        \n",
    "os.chdir(masks_test_out)\n",
    "images=glob.glob(\"*.tif\")\n",
    "for image in tqdm(images):\n",
    "    band=gdal.Open(image)\n",
    "    band = band.ReadAsArray()\n",
    "    output=os.path.join(ground_truth_polygon_dir,image.split(\".\")[0]+\".geojson\") \n",
    "    image=image.split(\"_Annotated_Cars\")[0]+image.split(\"_Annotated_Cars\")[1]\n",
    "    gdf=mask_to_poly_geojson(band,reference_im=os.path.join(images_test_out,image),min_area=1,simplify=True)\n",
    "    if not gdf.empty:\n",
    "        gdf.to_file(output, driver='GeoJSON')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check out our results\n",
    "Below we can inspect our results, and compare vs. the ground truth mask.  Again the integer value can be changed in each filename to inspect different tiles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "image = os.path.join(images_test_out,\"12TVL240120_tile_519.tif\")\n",
    "mask = os.path.join(masks_test_out,\"12TVL240120_Annotated_Cars_tile_519.tif\")\n",
    "prediction = os.path.join(inference_output_bin,\"12TVL240120_tile_519.tif\")\n",
    "image = gdal.Open(image).ReadAsArray()\n",
    "mask = gdal.Open(mask).ReadAsArray()\n",
    "prediction = gdal.Open(prediction).ReadAsArray()\n",
    "\n",
    "fig, ax = plt.subplots(ncols=3, figsize=(15, 5))\n",
    "ax[0].imshow(np.moveaxis(image,0,2))\n",
    "ax[0].set_title('Image')\n",
    "ax[1].imshow(mask)\n",
    "ax[1].set_title('Ground Truth Mask')\n",
    "ax[2].imshow(prediction)\n",
    "ax[2].set_title('Prediction')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize a few more functions for scoring our results. \n",
    "Here we will work with the [solaris.eval.iou.calculate_iou()](../../api/eval.rst#solaris.eval.iou) function to calculate [intersection over union](https://en.wikipedia.org/wiki/Jaccard_index) and from this [precision and recall.](https://en.wikipedia.org/wiki/Precision_and_recall)  This can be used to score how well our model is performing at detecting cars.\n",
    "The calculate_ious function's arguments:\n",
    "\n",
    "- `pred_poly` : A `shapely.Polygon`.  This is a prediction polygon to test.\n",
    "- `test_data_GDF` : A `geopandas.GeoDataFrame`.  This is GeoDataFrame of ground truth polygons to test ``pred_poly`` against.\n",
    "\n",
    "Using the function as is will calculate precision, but we can actually \"invert\" the inputs to calculate recall as well.  For the recall caluclation instead of supplying a prediciton polygon we will supply a ground-truth polygon.  Furthermore, instead of supplying a ground truth geodataframe containing all of our ground truth polygons for a tile we will supply a geodataframe containing all of the prediction polygons for a tile.\n",
    "\n",
    "We can initialize the functions below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Wrapper functions for calculate_iou\n",
    "\n",
    "def precision_calc(proposal_polygons_dir,groundtruth_polygons_dir,file_format=\"geojson\"):\n",
    "    ious=[]\n",
    "    os.chdir(proposal_polygons_dir)\n",
    "    search = \"*\" + file_format\n",
    "    proposal_geojsons=glob.glob(search)\n",
    "    for geojson in tqdm(proposal_geojsons):\n",
    "        ground_truth_poly = os.path.join(groundtruth_polygons_dir,geojson)\n",
    "        if os.path.exists(ground_truth_poly):\n",
    "            ground_truth_gdf=gpd.read_file(ground_truth_poly)\n",
    "            proposal_gdf=gpd.read_file(geojson)\n",
    "            for index, row in (proposal_gdf.iterrows()):\n",
    "                iou=calculate_iou(row.geometry, ground_truth_gdf)\n",
    "                if 'iou_score' in iou.columns:\n",
    "                    iou=iou.iou_score.max()\n",
    "                    ious.append(iou)\n",
    "                else:\n",
    "                    iou=0\n",
    "                    ious.append(iou)\n",
    "    return ious\n",
    "\n",
    "def recall_calc(proposal_polygons_dir,groundtruth_polygons_dir,file_format=\"geojson\"):\n",
    "    ious=[]\n",
    "    os.chdir(groundtruth_polygons_dir)\n",
    "    search = \"*\" + file_format\n",
    "    gt_geojsons=glob.glob(search)\n",
    "    for geojson in tqdm(gt_geojsons):\n",
    "        proposal_poly = os.path.join(proposal_polygons_dir,geojson)\n",
    "        if os.path.exists(proposal_poly):\n",
    "            proposal_gdf=gpd.read_file(proposal_poly)\n",
    "            gt_gdf=gpd.read_file(geojson)\n",
    "            for index, row in (gt_gdf.iterrows()):\n",
    "                iou=calculate_iou(row.geometry, proposal_gdf)\n",
    "                if 'iou_score' in iou.columns:\n",
    "                    iou=iou.iou_score.max()\n",
    "                    ious.append(iou)\n",
    "                else:\n",
    "                    iou=0\n",
    "                    ious.append(iou)\n",
    "    return ious\n",
    "    \n",
    "def f1_score(precision_ious,recall_ious,threshold=0.5):\n",
    "    items=[]\n",
    "    for i in precision_ious:\n",
    "        if i >=threshold:\n",
    "            items.append(1)\n",
    "        else:\n",
    "            items.append(0)\n",
    "    \n",
    "    precision= np.mean(items)\n",
    "    \n",
    "    items=[]\n",
    "    for i in recall_ious:\n",
    "        if i >=threshold:\n",
    "            items.append(1)\n",
    "        else:\n",
    "            items.append(0)\n",
    "    recall= np.mean(items)\n",
    "    \n",
    "    f1 = 2* precision * recall/(precision + recall)\n",
    "    return f1\n",
    "\n",
    "def simple_average_precision(precisions_ious,threshold=0.5):\n",
    "    items=[]\n",
    "    for i in precision_ious:\n",
    "        if i >=threshold:\n",
    "            items.append(1)\n",
    "        else:\n",
    "            items.append(0)\n",
    "    \n",
    "    precision= np.mean(items)\n",
    "    return precision"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Score our results\n",
    "As a final step we can score our outputs against the ground truth to report scores.  Without these scores all you really have is a pretty picture.  We report both an [F1 Score](https://en.wikipedia.org/wiki/F1_score) and an [average precision score](https://en.wikipedia.org/wiki/Evaluation_measures_(information_retrieval)#Average_precision)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Score our results\n",
    "precision_ious = precision_calc(inference_polygon_dir,ground_truth_polygon_dir,file_format=\"geojson\")\n",
    "recall_ious = recall_calc(inference_polygon_dir,ground_truth_polygon_dir,file_format=\"geojson\")\n",
    "print(f1_score(precision_ious,recall_ious,threshold=0.25), \"F1 Score@0.25\")\n",
    "print(f1_score(precision_ious,recall_ious,threshold=0.5), \"F1 Score@0.5\") ## The traditional SpaceNet metric\n",
    "print(simple_average_precision(precision_ious,threshold=0.25), \"AP@0.25\") ## Acceptable for small objects like cars!\n",
    "print(simple_average_precision(precision_ious,threshold=0.5), \"AP@0.5\")"
   ]
  }
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